NumPy Statistics & Filtering for Beginners | Class 11 (Urdu/Hindi)

NumPy Statistics & Filtering for Beginners Class 11 | NumPy statistics Urdu | NumPy mean median tutorial | NumPy axis explained | NumPy filtering masking | NumPy standard deviation variance | Python for beginners Urdu Hindi | numpy statistics kya hai | numpy axis kaise use kare | python data science In this class you'll learn NumPy statistical operations — mean, median, min, max, standard deviation & variance, axis-based operations (rows vs columns), conditional filtering (masking), and matrix sizing with .size — step by step in simple Urdu/Hindi. This is Week 4, Class 11 of the FREE Code to AI full course for absolute beginners. 📚 What You'll Learn: ✅ NumPy mean — the average of an array ✅ NumPy median — the middle value ✅ Aggregation: min & max values ✅ Standard deviation & variance — the spread of data ✅ Why these metrics matter in machine learning ✅ Axis orientation: axis=0 (columns, top-to-bottom) ✅ Axis orientation: axis=1 (rows, left-to-right) ✅ Summation across rows vs columns ✅ Conditional filtering (masking) — e.g. values greater than 32 ✅ Boolean True/False results for filtering ✅ Matrix sizing with the .size attribute ✅ Calculating rows & columns in a dataset 📝 Your Task: Practice the NumPy statistics & filtering exercises shared in the WhatsApp group. Push your work to GitHub and share the repo link! ✅ ▶️ Full Playlist:    • Code to AI: Python & Data Science Full Cou...   ◀️ Previous Class (Class 10):    • Python Modules & NumPy for Beginners | Cla...   ━━━━━━━━━━━━━━━━━━━━ 🚀 ABOUT THIS CHANNEL: Code to AI helps absolute beginners learn Python, Data Science & AI — from ZERO to a real, job-ready portfolio. Explained step by step in simple Urdu/Hindi. No prior experience needed I'm Ali Hasnain — a Lead AI Engineer & CTO building production AI systems. New classes added every week. 🔔 Subscribe and learn with me! 🌐 Portfolio: https://alihasnain-ai.vercel.app/ 📩 Business inquiries & collaborations: [email protected] ━━━━━━━━━━━━━━━━━━━━ #Python #LearnPython #NumPy #PythonNumPy #NumPyStatistics #DataScience #CodeToAI #UrduTutorial #HindiTutorial #PythonUrdu #MachineLearning #CodingForBeginners